SLITRK1 and obesity due to melanocortin 4 receptor deficiency: By analyzing genes associated with SNPs causally linked to obesity, gut microbiota, and metabolites, we found that FLT1, GAP43, and SLITRK1 proteins potentially reduce the risk of obesity.